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The Rangeland Journal The Rangeland Journal Society
Journal of the Australian Rangeland Society
RESEARCH ARTICLE

Analysis of GPS trajectories to assess goat grazing pattern and intensity in Southern Morocco

Zakia Akasbi A B C , Jens Oldeland A , Jürgen Dengler A and Manfred Finckh A
+ Author Affiliations
- Author Affiliations

A Biodiversity, Evolution and Ecology of Plants (BEE), Biocentre Klein Flottbek and Botanical Garden, University of Hamburg, Ohnhorststr. 18, 22609 Hamburg, Germany.

B Institut Agronomique et Vétérinaire Hassan II, B.P. 6202 les instituts, 10000 – Rabat, Morocco.

C Corresponding author. Email: akzakia6@gmail.com

The Rangeland Journal 34(4) 415-427 https://doi.org/10.1071/RJ12036
Submitted: 1 June 2012  Accepted: 19 October 2012   Published: 17 December 2012

Abstract

The assessment of grazing intensity is important for making adequate management decisions on rangelands. Using GPS collars, tended goat herds from three villages in southern Morocco were studied. The aim was to characterise their spatio-temporal movement patterns, i.e. the seasonal variation in grazing intensities, and daily trajectories of the herds. Furthermore, the effect of recording interval on recorded daily walking distances and the relationship between grazing intensities and distance was assessed. Grazing intensities were calculated within 4-ha grid cells for areas around settlements. The highest grazing intensities were found in the 250 m nearest the settlement. Some directions were totally avoided due to either community boundaries or adverse topography. The daily and maximum walking distances were significantly different between seasons. In the arid ecosystems the longest mean daily walking distance were found to be in the spring whereas in semiarid ecosystems it was in summer. It is argued that this variation in grazing pattern is mainly driven by varying fodder availability and its nutritive value, weather conditions and the length of day. The distances were longer in periods when fodder of high nutritive value was available, while cold temperatures and short days in winter limited the distances walked. The relationship between GPS recording interval and recorded trajectory length was described well by an exponential function, which in turn allows extrapolation from data with longer intervals to the actual distances travelled. Using non-linear regressions, the decay of grazing intensity with increasing distance was described better with power functions. The exponents ranged from –1.69 to –2.18, demonstrating that the goats were clumped around the settlements. The description of the grazing patterns of goats in this study provides valuable data for the parameterisation of grazing models.

Additional keywords: distance decay, GPS collar, grazing concentration, grazing intensity, non-linear regression, recording interval.


References

Adler, P. B., and Hall, S. A. (2005). The development of forage production and utilization gradients around livestock watering points. Landscape Ecology 20, 319–333.
The development of forage production and utilization gradients around livestock watering points.Crossref | GoogleScholarGoogle Scholar |

Adrados, C., Girard, I., Gendner, J. P., and Janeau, G. (2002). Global Positioning System (GPS) location accuracy improvement due to selective availability removal. Comptes Rendus Biologies 325, 165–170.
Global Positioning System (GPS) location accuracy improvement due to selective availability removal.Crossref | GoogleScholarGoogle Scholar |

Akasbi, Z., Oldeland, J., Dengler, J., and Finckh, M. (2012a). Social and ecological constraints on decision-making by transhumant pastoralists: a case study from the Moroccan Atlas Mountains. Journal of Mountain Science 9, 307–321.
Social and ecological constraints on decision-making by transhumant pastoralists: a case study from the Moroccan Atlas Mountains.Crossref | GoogleScholarGoogle Scholar |

Akasbi, Z., Oldeland, J., Dengler, J., and Finckh, M. (2012b). Volume–biomass functions reveal the effect of browsing on three Moroccan dwarf shrubs. African Journal of Range and Forage Science 29, 31–36.
Volume–biomass functions reveal the effect of browsing on three Moroccan dwarf shrubs.Crossref | GoogleScholarGoogle Scholar |

Alaoui, M. (1985). Contribution à l’étude de l’interface ovins-végétation sous un système continu de pâturage: effet du pâturage à différents niveaux de charge au printemps et en été sur les steppes à armoise en haute Moulouya (Contribution to the study of the interface between sheep and vegetation under a continuous system of grazing: effect of different levels of stocking in spring and summer on the Artemesian steppes in high Moulouya). PhD Thesis, Institut Agronomique et Vétérinaire Hassan II, Rabat, Morocco.

Andrew, M. H. (1988). Grazing impact in relation to livestock watering points. Trends in Ecology & Evolution 3, 336–339.
Grazing impact in relation to livestock watering points.Crossref | GoogleScholarGoogle Scholar | 1:STN:280:DC%2BC3M7gvFektg%3D%3D&md5=aa1cb9105d7ce2d8f7f01974fb236129CAS |

Ben-Najim, K. (2009). ‘Contribution à l’étude de la structure et variabilité spatiale de la phytomasse dans un écosystème steppique. Etude de cas: Région de Ouarzazate. Mémoire de fin d’étude de troisième cycle.’ p.116. (Institut Agronomique et Vétérinaire Hassan II: Rabat, Morocco.)

Ben Salem, H., Nezfaoui, A., and Ben Salem, L. (2000). Sheep and goat preferences for Mediterranean fodder shrubs. Relationship with the nutritive characteristics. Options Méditerranéennes 52, 155–159.

Biggs, J. R., Bennett, K. D., and Fresquez, P. R. (2001). Relationship between home range characteristics and the probability of obtaining successful global positioning system (GPS) collar positions for elk in New Mexico. Western North American Naturalist 61, 213–222.

Bourbouze, A., and Gibon, A. (2000). Ressources individuelles ou ressources collectives? L’impact du statut des ressources sur la gestion des systèmes d’élevage des régions du pourtour méditerranéen (Individual or collective resources? The impact of the status of resources on the development of animal production systems in the Mediterranean rangelands.). Options Méditerranéennes Série A 32, 289–309.

Bryl, S. (2009). Untersuchung ausgewählter primärer Pflanzeninhaltsstoffe von weiderelevanten Pflanzenarten in südmarokkanischen Trockensteppen (Analyses of selected primary phytonutrients from pasture-related plant species in southern Moroccan dry steppes). Staatsexamen Thesis in Biology, University of Hamburg, Germany.

Burnham, K. P., and Anderson, D. R. (2002). ‘Model Selection and Multi-model Inference – A Practical Information-Theoretic Approach.’ 2nd edn. (Springer: New York.)

Dumont, B., Rook, A. J., Coran, C., and Röver, K.-U. (2007). Effects of livestock breed and grazing intensity on biodiversity and production in grazing systems. 2. Diet selection. Grass and Forage Science 62, 159–171.
Effects of livestock breed and grazing intensity on biodiversity and production in grazing systems. 2. Diet selection.Crossref | GoogleScholarGoogle Scholar |

ESRI (2010). ‘ArcGIS Release 9.3.’ (Environmental Systems Research Institute: Redlands, CA.) Available at: www.esri.com

Fikri Benbrahim, K., Ismaili, M., Fikri Benbrahim, S., and Tribak, A. (2004). Problèmes de dégradation de l’environnement par la désertification et la déforestation: impact du phénomène au Maroc (Problems of degradation of the environment by desertification ans deforestation: impact in Morocco). Sécheresse 15, 307–320.

Finckh, M., and Goldbach, H. (2010). Vegetation dynamics under climate stress and land use pressure in the Draa catchment. In: ‘Impacts of Global Change on the Hydrological Cycle in West and North-west Africa’. (Eds P. Speth, M. Christoph and B. Diekkrüger.) pp. 122–131. (Springer: Heidelberg, Germany.)

Finckh, M., and Kirscht, H. (2008). The incongruity of territorial perceptions as an obstacle to resource management in communal land – a case study from southern Morocco. Mountain Forum Bulletin 7(2) July 2008, 11–13, Kathmandu, Nepal.

Frair, J. L., Nielsen, S. E., Merrill, E. H., Lele, S. R., Boyce, M. S., Munro, R. H. M., Stenhouse, G. B., and Beyer, H. L. (2004). Removing GPS collar bias in habitat selection studies. Journal of Applied Ecology 41, 201–212.
Removing GPS collar bias in habitat selection studies.Crossref | GoogleScholarGoogle Scholar |

Freier, K., Schneider, U., and Finckh, M. (2011). Dynamic interactions between vegetation and land use in semi-arid Morocco: using a Markov process for modeling rangelands under climate change. Agriculture, Ecosystems & Environment 140, 462–472.
Dynamic interactions between vegetation and land use in semi-arid Morocco: using a Markov process for modeling rangelands under climate change.Crossref | GoogleScholarGoogle Scholar |

Gresens, F. (2006). Untersuchungen zum Wasserhaushalt ausgewählter Pflanzenarten im Drâa-Tal – Südost Marokko (Studies on the water balance of selected plant species in the Draa Valley – south east Morocco). PhD Thesis, Faculty of Agriculture, University of Bonn, Germany.

Güsewell, S., Pohl, M., Gander, A., and Strehler, C. (2007). Temporal changes in grazing intensity and herbage quality within a Swiss fen meadow. Botanica Helvetica 117, 57–73.
Temporal changes in grazing intensity and herbage quality within a Swiss fen meadow.Crossref | GoogleScholarGoogle Scholar |

Haarmeyer, D. H., Luther-Mosebach, J., Dengler, J., Schmiedel, U., Finckh, M., Berger, K., Deckert, J., Domptail, S. E., Dreber, N., Gibreel, T., Grohmann, C., Gröngröft, A., Haensler, A., Hanke, W., Hoffmann, A., Husted, L. B., Kangombe, F. N., Keil, M., Krug, C. B., Labitzky, T., Linke, T., Mager, D., Mey, W., Muche, G., Naumann, C., Pellowski, M., Powrie, L. W., Pröpper, M., Rutherford, M. C., Schneiderat, U., Strohbach, B. J., Vohland, K., Weber, B., Wesuls, D., Wisch, U., Zedda, L., Büdel, B., Darienko, T., Deutschewitz, K., Dojani, S., Erb, E., Falk, T., Friedl, T., Kanzler, S.-E., Limpricht, C., Linsenmair, K. E., Mohr, K., Oliver, T., Petersen, A., Rambold, G., Zeller, U., Austermühle, R., Bausch, J., Bösing, B. M., Classen, N., Dorendorf, J., Dorigo, W., Esler, K. J., Etzold, S., Graiff, A., Grotehusmann, L., Hecht, J., Hoyer, P., Kongor, R. Y., Lang, H., Lieckfeld, L. A. B., Oldeland, J., Peters, J., Röwer, I. U., September, Z. M., Sop, T. K., van Rooyen, M. W., Weber, J., Willer, J., and Jürgens, N. (2010). The BIOTA Observatories. In: ‘Biodiversity in Southern Africa. Volume 1: Patterns at Local Scale – the BIOTA Observatories’. (Eds N. Jürgens, D. H. Haarmeyer, J. Luther-Mosebach, J. Dengler, M. Finckh and U. Schmiedel.) pp. 6–801. (Klaus Hess Publishers: Göttingen & Windhoek.)

Holechek, J. L., Gomes, H. S., Molinar, F., and Galt, D. (1998). Grazing intensity: critique and approach. Rangelands 20, 15–18.

Jarvis, A., Reuter, H. I., Nelson, A., and Guevara, E. (2006). Hole-filled SRTM for the globe. Version 3. Available from the CGIAR-CSI SRTM 90m Database. Available at: http://srtm.csi.cgiar.org (accessed 15 October 2010).

Johnson, D. D., and Ganskopp, D. C. (2008). GPS collar sampling frequency: effects on measures of resource use. Rangeland Ecology and Management 61, 226–231.
GPS collar sampling frequency: effects on measures of resource use.Crossref | GoogleScholarGoogle Scholar |

Kawamura, K., Akiyama, T., Yokota, H., Tsutsumi, M., Yasuda, T., Watanabe, O., and Wang, S. (2005). Quantifying grazing intensities using geographic information systems and satellite remote sensing in the Xilingol steppe region, Inner Mongolia, China. Agriculture, Ecosystems & Environment 107, 83–93.
Quantifying grazing intensities using geographic information systems and satellite remote sensing in the Xilingol steppe region, Inner Mongolia, China.Crossref | GoogleScholarGoogle Scholar |

Lachica, M., Somlo, R., Barroso, F. G., Boza, J., and Prieto, C. (1999). Goats locomotion energy expenditure under range grazing conditions: seasonal variation. Journal of Range Management 52, 431–435.
Goats locomotion energy expenditure under range grazing conditions: seasonal variation.Crossref | GoogleScholarGoogle Scholar |

Le Houérou, N. H. (1980). Browse in northern Africa. In: ‘The Current State of Knowledge. Paper Presented at the International Symposium on Browse in Africa’. pp. 55–82. (International Livestock Centre for Africa: Addis Ababa, Ethiopia.)

Mahyou, H., Tychon, B., Balaghi, R., Mimouni, J., and Paul, R. (2010). Désertification des parcours arides au Maroc (Desertification of arid rangelands in Morocco). Tropicultura 28, 107–114.

Manthey, M., and Peper, J. (2010). Estimation of grazing intensity along grazing gradients – the bias of non-linearity. Journal of Arid Environments 74, 1351–1354.
Estimation of grazing intensity along grazing gradients – the bias of non-linearity.Crossref | GoogleScholarGoogle Scholar |

Miller, R. (2002). Böden und Bodenerosion auf ausgewählten Standorten im Hohen Atlas/Südmarokko (Soils and soil erosion at selected sites in the High Atlas Mountains/Southern Morocco). Diploma Thesis, Department of Agricultural Science and Environmental Management, Justus-Liebig University, Gießen, Germany.

Nedderhof, H. (2009). Nurse plants und Konkurrenz in ariden Systemen. Eine Fallstudie an Dauerbeobachtungsflächen in Südmarokko (Nurse plants and competition in arid systems. A case study on permanent plots in Southern Morocco). Staatsexamen Thesis, Biocentre Klein Flottbek and Botanical Garden, University of Hamburg, Germany.

Nording, C. (2008). Erfassung und Modellierung der weidebaren Biomasse im Jebel Saghro (Anti-Atlas) Marokko (Assessment and modeling of grazed biomass in Jebel Saghro (Anti-Atlas), Morocco). Diploma Thesis, University of Münster, Germany.

Oldeland, J., Finckh, M., and Born, K. (2008). A bioclimatic map for southern Morocco. In: ‘IMPETUS Atlas Morocco. Research Results 2000–2007’. (Eds O. Schulz and M. Judex.) pp. 39–40. (Department of Geography, University of Bonn: Germany.)

Pépin, D., Adrados, C., Mann, C., and Janeau, G. (2004). Assessing real daily distance traveled by ungulates using differential GPS locations. Journal of Mammalogy 85, 774–780.
Assessing real daily distance traveled by ungulates using differential GPS locations.Crossref | GoogleScholarGoogle Scholar |

Putfarken, D., Dengler, J., Lehmann, S., and Härdtle, W. (2008). Site use of grazing cattle and sheep in a large-scale pasture landscape: a GPS/GIS assessment. Applied Animal Behaviour Science 111, 54–67.
Site use of grazing cattle and sheep in a large-scale pasture landscape: a GPS/GIS assessment.Crossref | GoogleScholarGoogle Scholar |

Robles, A. B., and Passera, C. B. (1995). Native forage shrub species in south-eastern Spain: forage species, forage phytomass, nutritive value and carrying capacity. Journal of Arid Environments 30, 191–196.
Native forage shrub species in south-eastern Spain: forage species, forage phytomass, nutritive value and carrying capacity.Crossref | GoogleScholarGoogle Scholar |

Rutter, S. M. (2007). The integration of GPS, vegetation mapping and GIS in ecological and behavioural studies. Revista Brasileira de Zootecnia 36, 63–70.
The integration of GPS, vegetation mapping and GIS in ecological and behavioural studies.Crossref | GoogleScholarGoogle Scholar |

Rutter, S. M., Beresford, N. A., and Roberts, G. (1997). Use of GPS to identify the grazing areas of hill sheep. Computers and Electronics in Agriculture 17, 177–188.
Use of GPS to identify the grazing areas of hill sheep.Crossref | GoogleScholarGoogle Scholar |

Saqalli, M., Loireau-Delabre, M., and D’Herbes, J. M. (2002). ‘Diagnostic comparatif sur deux sites circum-sahariens de suivi de la désertification. (Comparison of Two Sites around the Sahara Following Desertification).’ (CIRAD: Montpellier, France.)

Schlecht, E., Hiernaux, P., Kadaouré, I., Hülsebusch, C., and Mahler, F. (2006). A spatio-temporal analysis of forage availability and grazing and excretion behaviour of herded and free grazing cattle, sheep and goats in Western Niger. Agriculture, Ecosystems & Environment 113, 226–242.
A spatio-temporal analysis of forage availability and grazing and excretion behaviour of herded and free grazing cattle, sheep and goats in Western Niger.Crossref | GoogleScholarGoogle Scholar |

Schlecht, E., Dickhoefer, U., Gumpertsberger, E., and Buerkert, A. (2009). Grazing itineraries and forage selection of goats in the Al Jabal al Akhdar mountain range of northern Oman. Journal of Arid Environments 73, 355–363.
Grazing itineraries and forage selection of goats in the Al Jabal al Akhdar mountain range of northern Oman.Crossref | GoogleScholarGoogle Scholar |

Schulz, O., Finckh, M., and Goldbach, H. (2010). Hydro-meteorological measurements in the Drâa catchment. In: ‘Impacts of Global Change on the Hydrological Cycle in West and North-west Africa’. (Eds P. Speth, M. Christoph and B. Diekkrüger.) pp. 122–133. (Springer: Heidelberg, Germany.)

Sharma, K., Saini, A. L., and Ogra, J. L. (1998). Seasonal variations in grazing behavior and forage nutrient utilization by goats on a semi-arid reconstituted silvipasture. Small Ruminant Research 27, 47–54.
Seasonal variations in grazing behavior and forage nutrient utilization by goats on a semi-arid reconstituted silvipasture.Crossref | GoogleScholarGoogle Scholar |

StatSoft Inc. (2007). ‘STATISTICA für Windows (Software-System für Datenanalyse). Version 8.0.’ (StatSoft, Inc.: Tulsa, OK.) Available at: www.statsoft.com

Steinfeld, H., Gerber, P., Wassenaar, T., Castel, V., Rosales, M., and De Hann, C. (2006). ‘Livestock’s Long Shadow. Environmental Issues and Options.’ (Food and Agriculture Organization of the United Nations: Rome.) Available at: ftp://ftp.fao.org/docrep/fao/010/a0701e/a0701e00.pdf (accessed 12 January 2011).

Todd, S. W. (2006). Gradients in vegetation cover, structure and species richness of Nama-Karoo shrublands in relation to distance from livestock watering points. Journal of Applied Ecology 43, 293–304.
Gradients in vegetation cover, structure and species richness of Nama-Karoo shrublands in relation to distance from livestock watering points.Crossref | GoogleScholarGoogle Scholar |

Tomkiewicz, S. M., Fuller, M. R., Kie, J. G., and Bates, K. K. (2010). Global positioning system and associated technologies in animal behaviour and ecological research. Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences 365, 2163–2176.
Global positioning system and associated technologies in animal behaviour and ecological research.Crossref | GoogleScholarGoogle Scholar |

Tomkins, N., and O’Reagain, P. (2007). Global positioning systems indicate landscape preferences of cattle in the sub-tropical savannas. The Rangeland Journal 29, 217–222.
Global positioning systems indicate landscape preferences of cattle in the sub-tropical savannas.Crossref | GoogleScholarGoogle Scholar |

van Beest, F. M., Mysterud, A., Loe, L. E., and Milner, J. M. (2010). Forage quantity, quality and depletion as scale-dependent mechanisms driving habitat selection of a large browsing herbivore. Journal of Animal Ecology 79, 910–922.

Weber, B. (2004). Untersuchungen zum Bodenwasserhaushalt und Modellierung der Bodenwasserflüsse entlang eines Höhen- und Ariditätsgradienten (SE Marokko) (Studies on soil water balance and modeling of ground water flows along an altitudinal and aridity gradient (SE Morocco). PhD Thesis, Mathematisch-Naturwissenschaftliche Fakultät, University of Bonn, Germany.

Werner, J. (2004). Pasteurs entre marginalisation, entrepreneuriat et conflits: Stratégies des éleveurs nomades du sud du Maroc face aux bouleversements du contexte pastoral et impératifs d’un pastoralisme durable (Shepherds between marginality, profitablility and conflicts: strategies of nomad producers in the south of Morocco faced with disruptions and the imperative of sustainable pastoral systems). PhD Thesis, Landwirtschaftlich-Gärtnerisch Fakultät, Humboldt University of Berlin, Germany.

Wesuls, D. (2011). Impact of pastoral land use on central Namibian savanna vegetation – methods for indicator development and perspectives for their application. PhD Thesis, Fakultät für Mathematik, Informatik und Naturwissenschaften, University of Hamburg, Germany.

White House (2004). Etude relative à l’inventaire et la classification des populations ovines et caprines dans le versant sud du Haut Atlas (Comparative study of the classification of sheep and goats in the High Atlas Mountains). (zone du projet CBTHA). Projet Mor/99/G 33/A/1 G/99, Ouarzazate, Morocco.

World Resources Institute (Ed.) (2005). ‘Ecosystems and Human Well-being: Desertification synthesis – A Report of the Millennium Ecosystem Assessment.’ (World Resource Institute: Washington, DC.)